{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Set Up + Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /home/facosta/neurometry/neurometry\n", "Directory added to path: /home/facosta/neurometry\n", "Directory added to path: /home/facosta/neurometry/neurometry\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import setup\n", "\n", "setup.main()\n", "%load_ext autoreload\n", "%autoreload 2\n", "%load_ext jupyter_black\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single-Agent Representations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Single-Agent activations" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-05-16 16:56:39.579078: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-05-16 16:56:40.235490: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" ] } ], "source": [ "import os\n", "import sys\n", "\n", "path = os.path.join(os.getcwd(), \"datasets/rnn_grid_cells\")\n", "sys.path.append(path)\n", "from neurometry.datasets.load_rnn_grid_cells import load_activations" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0 found.\n", "Epoch 5 found.\n", "Epoch 10 found.\n", "Epoch 15 found.\n", "Epoch 20 found.\n", "Epoch 25 found.\n", "Epoch 30 found.\n", "Epoch 35 found.\n", "Epoch 40 found.\n", "Epoch 45 found.\n", "Epoch 50 found.\n", "Epoch 55 found.\n", "Epoch 60 found.\n", "Epoch 65 found.\n", "Epoch 70 found.\n", "Epoch 75 found.\n", "Epoch 80 found.\n", "Epoch 85 found.\n", "Loaded epochs [0, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85] of single agent model.\n", "activations has shape (4096, 20, 20, 50). There are 4096 grid cells with 20 x 20 environment resolution, averaged over 50 trajectories.\n", "state_points has shape (4096, 20000). There are 20000 data points in the 4096-dimensional state space.\n", "rate_maps has shape (4096, 400). There are 400 data points averaged over 50 trajectories in the 4096-dimensional state space.\n" ] } ], "source": [ "parent_dir = path\n", "single_model_folder = \"Single agent path integration/Seed 1 weight decay 1e-06\"\n", "single_model_parameters = \"steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "\n", "\n", "single_file_path = os.path.join(\n", " parent_dir, single_model_folder, single_model_parameters\n", ")\n", "\n", "\n", "epochs = list(range(0, 90, 5))\n", "\n", "(\n", " single_agent_activations,\n", " single_agent_rate_maps,\n", " single_agent_state_points,\n", ") = load_activations(epochs, single_file_path, version=\"single\", verbose=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from neurometry.datasets.load_rnn_grid_cells import plot_rate_map\n", "\n", "\n", "num_plots = 40\n", "plot_rate_map(\n", " None,\n", " num_plots,\n", " single_agent_activations[-1],\n", " title=f\"{num_plots} Randomly Selected Neurons\",\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loss_path = os.path.join(\n", " parent_dir, single_model_folder, single_model_parameters, \"loss.npy\"\n", ")\n", "loss = np.load(loss_path)\n", "loss_aggregated = np.mean(loss.reshape(-1, 1000), axis=1)\n", "\n", "decoding_error_path = os.path.join(\n", " parent_dir, single_model_folder, single_model_parameters, \"decoding_error.npy\"\n", ")\n", "\n", "decoding_error = np.load(decoding_error_path)\n", "decoding_error_aggregated = np.mean(decoding_error.reshape(-1, 1000), axis=1)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "epochs = list(range(0, 100))\n", "axs[0].plot(epochs, loss_aggregated)\n", "axs[0].set_xlabel(\"Epochs\")\n", "axs[0].set_ylabel(\"Loss\")\n", "axs[0].set_title(\"Loss over Training Epochs (Single Agent RNN)\")\n", "\n", "axs[0].set_xticks(epochs[::5])\n", "\n", "axs[1].plot(epochs, decoding_error_aggregated)\n", "axs[1].set_xlabel(\"Epochs\")\n", "axs[1].set_ylabel(\"Decoding Error\")\n", "axs[1].set_title(\"Decoding Error over Training Epochs (Single Agent RNN)\")\n", "\n", "axs[1].set_xticks(epochs[::5]);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 4096)\n" ] } ], "source": [ "representations = []\n", "\n", "for rep in single_agent_rate_maps:\n", " points = rep.T\n", " norm_points = points / np.linalg.norm(points, axis=1)[:, None]\n", " representations.append(norm_points)\n", "\n", "print(representations[0].shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UMAP + DBSCAN on spatial autocorrelations" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from tqdm import tqdm\n", "from neurometry.datasets.rnn_grid_cells.scores import GridScorer\n", "import pickle\n", "\n", "\n", "def _compute_spatial_autocorrelation(res, rate_maps, scorer):\n", " print(\"Computing spatial auto-correlation...\")\n", " _, _, _, _, spatial_autocorrelation, _ = zip(\n", " *[scorer.get_scores(rm.reshape(res, res)) for rm in tqdm(rate_maps)]\n", " )\n", "\n", " spatial_autocorrelation = np.array(spatial_autocorrelation)\n", "\n", " return spatial_autocorrelation\n", "\n", "\n", "def get_spatial_autocorrelation(path, rate_maps, scorer, res=20):\n", " sac_dir = os.path.join(path, \"sac\")\n", " if not os.path.exists(sac_dir):\n", " os.makedirs(sac_dir)\n", " sac_file = os.path.join(sac_dir, \"sac.pkl\")\n", " if os.path.exists(sac_file):\n", " with open(sac_file, \"rb\") as f:\n", " sac = pickle.load(f)\n", " else:\n", " sac = _compute_spatial_autocorrelation(res, rate_maps, scorer)\n", " with open(sac_file, \"wb\") as f:\n", " pickle.dump(sac, f)\n", " return sac\n", "\n", "\n", "starts = [0.2] * 10\n", "ends = np.linspace(0.4, 1.0, num=10)\n", "box_width = 2.2\n", "box_height = 2.2\n", "res = 20\n", "coord_range = ((-box_width / 2, box_width / 2), (-box_height / 2, box_height / 2))\n", "\n", "masks_parameters = zip(starts, ends.tolist())\n", "scorer = GridScorer(res, coord_range, masks_parameters)\n", "\n", "\n", "rate_maps = [rm.mean(axis=-1) for rm in single_agent_activations]\n", "\n", "spatial_autocorrelations = get_spatial_autocorrelation(\n", " single_file_path, rate_maps[-1], scorer\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def z_standardize(matrix):\n", " return (matrix - np.mean(matrix, axis=0)) / np.std(matrix, axis=0)\n", "\n", "\n", "def vectorized_spatial_autocorrelation_matrix(spatial_autocorrelation):\n", " num_cells = spatial_autocorrelation.shape[0]\n", " num_bins = spatial_autocorrelation.shape[1] * spatial_autocorrelation.shape[2]\n", "\n", " spatial_autocorrelation_matrix = np.zeros((num_bins, num_cells))\n", "\n", " for i in range(num_cells):\n", " vector = spatial_autocorrelation[i].flatten()\n", "\n", " spatial_autocorrelation_matrix[:, i] = vector\n", "\n", " return z_standardize(spatial_autocorrelation_matrix)\n", "\n", "\n", "spatial_autocorrelation_matrix = vectorized_spatial_autocorrelation_matrix(\n", " spatial_autocorrelations\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import DBSCAN\n", "import umap\n", "\n", "umap_reducer_2d = umap.UMAP(n_components=2, random_state=42)\n", "umap_embedding = umap_reducer_2d.fit_transform(spatial_autocorrelation_matrix.T)\n", "\n", "# Clustering with DBSCAN\n", "umap_dbscan = DBSCAN(eps=0.5, min_samples=5).fit(umap_embedding)\n", "\n", "# Plot each cluster\n", "unique_labels = np.unique(umap_dbscan.labels_)\n", "colors = [plt.cm.Spectral(each) for each in np.linspace(0, 1, len(unique_labels))]\n", "\n", "for k, col in zip(unique_labels, colors):\n", " if k == -1:\n", " # Black used for noise.\n", " col = [0, 0, 0, 1]\n", "\n", " class_member_mask = umap_dbscan.labels_ == k\n", "\n", " xy = umap_embedding[class_member_mask]\n", " plt.plot(\n", " xy[:, 0],\n", " xy[:, 1],\n", " \"o\",\n", " markerfacecolor=tuple(col),\n", " markeredgecolor=\"none\",\n", " markersize=5,\n", " label=f\"Cluster {k}\",\n", " ) # Removed black edge\n", "\n", "plt.xlabel(\"UMAP 1\")\n", "plt.ylabel(\"UMAP 2\")\n", "plt.title(\"UMAP embedding of spatial autocorrelation\")\n", "plt.legend(\n", " title=\"Cluster IDs\", loc=\"center left\", bbox_to_anchor=(1, 0.5)\n", ") # Moved legend to the right\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "umap_clusters = umap_dbscan.fit_predict(umap_embedding)\n", "\n", "\n", "def get_data_from_cluster(data, cluster_id):\n", " return data[umap_clusters == cluster_id]\n", "\n", "\n", "clusters = []\n", "\n", "for i in np.unique(umap_clusters):\n", " cluster = get_data_from_cluster(single_agent_rate_maps[-1], i)\n", " clusters.append(cluster)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "epochs = list(range(0, 45, 5))\n", "\n", "scores_dir = os.path.join(single_file_path, \"scores\")\n", "\n", "grid_scores_all_epochs = []\n", "band_scores_all_epochs = []\n", "border_scores_all_epochs = []\n", "for epoch in epochs:\n", " grid_scores_all_epochs.append(\n", " np.load(os.path.join(scores_dir, f\"score_60_single_agent_epoch_{epoch}.npy\"))\n", " )\n", " band_scores_all_epochs.append(\n", " np.load(os.path.join(scores_dir, f\"band_scores_single_agent_epoch_{epoch}.npy\"))\n", " )\n", " border_scores_all_epochs.append(\n", " np.load(\n", " os.path.join(scores_dir, f\"border_scores_single_agent_epoch_{epoch}.npy\")\n", " )\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Plot for Grid Scores\n", "sc1 = axs[0].scatter(\n", " umap_embedding[:, 0],\n", " umap_embedding[:, 1],\n", " c=grid_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "\n", "axs[0].set_xlabel(\"UMAP 1\")\n", "axs[0].set_ylabel(\"UMAP 2\")\n", "axs[0].set_title(\"UMAP of Spatial Autocorrelations; Color by Grid Score\")\n", "fig.colorbar(sc1, ax=axs[0], orientation=\"vertical\", label=\"Grid Score\")\n", "\n", "# Plot for Band Scores\n", "sc2 = axs[1].scatter(\n", " umap_embedding[:, 0],\n", " umap_embedding[:, 1],\n", " c=band_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[1].set_xlabel(\"UMAP 1\")\n", "axs[1].set_ylabel(\"UMAP 2\")\n", "axs[1].set_title(\"UMAP of Spatial Autocorrelations; Color by Band Score\")\n", "fig.colorbar(sc2, ax=axs[1], orientation=\"vertical\", label=\"Band Score\")\n", "\n", "# Plot for Border Scores\n", "sc3 = axs[2].scatter(\n", " umap_embedding[:, 0],\n", " umap_embedding[:, 1],\n", " c=border_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[2].set_xlabel(\"UMAP 1\")\n", "axs[2].set_ylabel(\"UMAP 2\")\n", "axs[2].set_title(\"UMAP of Spatial Autocorrelations; Color by Border Score\")\n", "fig.colorbar(sc3, ax=axs[2], orientation=\"vertical\", label=\"Border Score\")\n", "\n", "plt.tight_layout()\n", "plt.savefig(\"umap_scores.svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute Persistent Homology" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 4096)\n" ] } ], "source": [ "cluster_id = 0\n", "neural_points = clusters[cluster_id].reshape(len(clusters[cluster_id]), -1).T\n", "print(neural_points.shape)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 2)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from neurometry.dimension.dimension import (\n", " evaluate_PCA_with_different_K,\n", " evaluate_pls_with_different_K,\n", ")\n", "\n", "box_width = 2.2\n", "res = 20\n", "bin_edges = np.linspace(-box_width / 2, box_width / 2, res + 1)\n", "bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2\n", "x_centers, y_centers = np.meshgrid(bin_centers, bin_centers[::-1])\n", "positions_array = np.stack([x_centers, y_centers], axis=-1)\n", "# Flatten the coordinate array to shape (400, 2)\n", "positions = positions_array.reshape(-1, 2)\n", "print(positions.shape)\n", "X = neural_points\n", "Y = positions\n", "K_values = [i for i in range(1, 10)] + [i for i in range(10, 110, 10)]\n", "pca_r2_scores, pca_transformed_X = evaluate_PCA_with_different_K(X, Y, K_values)\n", "pls_r2_scores, pls_transformed_X = evaluate_pls_with_different_K(X, Y, K_values)\n", "plt.plot(K_values, pls_r2_scores, marker=\"o\", label=\"PLS $R^2$ Score\")\n", "plt.plot(K_values, pca_r2_scores, marker=\"o\", label=\"PCA $R^2$ Score\")\n", "plt.xlabel(\"Number of Components\")\n", "plt.ylabel(\"$R^2$ Score\")\n", "plt.title(\"PLS vs PCA for Dimensionality Reduction\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "neural_points_pca = pca_transformed_X[9]" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from neurometry.topology.persistent_homology import compute_diagrams_shuffle\n", "\n", "module_diagrams = compute_diagrams_shuffle(\n", " neural_points_pca, num_shuffles=100, homology_dimensions=(1, 2)\n", ")\n", "\n", "from neurometry.topology.plotting import plot_all_barcodes_with_null\n", "\n", "plot_all_barcodes_with_null(\n", " module_diagrams,\n", " f\"Single agent persistent homology, {neural_points_pca.shape[1]} PCs\",\n", ")" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "neural_points_pls = pls_transformed_X[9]\n", "\n", "module_diagrams_pls = compute_diagrams_shuffle(\n", " neural_points_pls, num_shuffles=100, homology_dimensions=(1, 2)\n", ")\n", "\n", "plot_all_barcodes_with_null(\n", " module_diagrams_pls,\n", " f\"Single agent persistent homology, PLS {neural_points_pls.shape[1]} components\",\n", ")" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING! Poisson spikes not generated: mean must be non-negative\n", "noise level: 7.07%\n" ] } ], "source": [ "import neurometry.datasets.synthetic as synthetic\n", "\n", "num_points = representations[0].shape[0]\n", "embedding_dim = representations[0].shape[1]\n", "\n", "torus_task_points = synthetic.hypertorus(intrinsic_dim=2, num_points=num_points)\n", "\n", "_, torus_points = synthetic.synthetic_neural_manifold(\n", " points=torus_task_points,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_torus_points = torus_points / np.linalg.norm(torus_points, axis=1)[:, None]" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [], "source": [ "from neurometry.topology.persistent_homology import compute_persistence_diagrams\n", "\n", "diagrams = compute_persistence_diagrams(\n", " [*representations, norm_torus_points],\n", " homology_dimensions=(1, 2),\n", ")\n", "\n", "representations_diagrams = diagrams[:-1]\n", "torus_diagram = diagrams[-1]\n", "\n", "\n", "from neurometry.topology.pd_distances import compare_representations_to_references\n", "\n", "distances_to_torus = compare_representations_to_references(\n", " representations_diagrams, torus_diagram, metric=\"landscape\"\n", ")" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "\n", "x1 = np.arange(0, 40)\n", "y1 = decoding_error_aggregated[:40]\n", "\n", "# Plot Error\n", "color = \"tab:blue\"\n", "ax1.set_xlabel(\"Epoch\")\n", "ax1.set_ylabel(\"Decoding Error\", color=color)\n", "ax1.plot(x1, y1, color=color, marker=\"o\")\n", "ax1.tick_params(axis=\"y\", labelcolor=color)\n", "\n", "x2 = np.arange(0, 45, 5)\n", "y2 = distances_to_torus[:9]\n", "\n", "# Plot Topological distance to Torus\n", "ax2 = ax1.twinx()\n", "color = \"tab:red\"\n", "ax2.set_ylabel(\"Topological distance to Torus\", color=color)\n", "ax2.plot(x2, y2, color=color, marker=\"o\")\n", "ax2.tick_params(axis=\"y\", labelcolor=color)\n", "\n", "\n", "fig.tight_layout()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dual-Agent Representations" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parent_dir = path\n", "dual_model_folder = \"Dual agent path integration disjoint PCs/Seed 1 weight decay 1e-06\"\n", "dual_model_parameters = \"steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "dual_file_path = os.path.join(parent_dir, dual_model_folder, dual_model_parameters)\n", "\n", "\n", "epochs = [*list(range(0, 100, 5)), \"final\"]\n", "\n", "(\n", " dual_agent_activations,\n", " dual_agent_rate_maps,\n", " dual_agent_state_points,\n", ") = load_activations(epochs, dual_file_path, version=\"dual\", verbose=False)\n", "\n", "\n", "plot_rate_map(\n", " None,\n", " 40,\n", " dual_agent_activations[-1],\n", " title=f\"{num_plots} Randomly Selected Neurons\",\n", ")" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loss_path = os.path.join(\n", " parent_dir, dual_model_folder, dual_model_parameters, \"loss.npy\"\n", ")\n", "loss = np.load(loss_path)\n", "loss_aggregated = np.mean(loss.reshape(-1, 1000), axis=1)\n", "\n", "decoding_error_path = os.path.join(\n", " parent_dir, dual_model_folder, dual_model_parameters, \"decoding_error.npy\"\n", ")\n", "\n", "decoding_error = np.load(decoding_error_path)\n", "decoding_error_aggregated = np.mean(decoding_error.reshape(-1, 2), axis=1)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "epochs = list(range(0, 100))\n", "axs[0].plot(epochs, loss_aggregated)\n", "axs[0].set_xlabel(\"Epochs\")\n", "axs[0].set_ylabel(\"Loss\")\n", "axs[0].set_title(\"Loss over Training Epochs (Dual Agent RNN)\")\n", "\n", "axs[0].set_xticks(epochs[::5])\n", "\n", "axs[1].plot(epochs, decoding_error_aggregated)\n", "axs[1].set_xlabel(\"Epochs\")\n", "axs[1].set_ylabel(\"Decoding Error\")\n", "axs[1].set_title(\"Decoding Error over Training Epochs (Dual Agent RNN)\")\n", "\n", "axs[1].set_xticks(epochs[::5]);" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "dual_representations = []\n", "\n", "for rep in dual_agent_rate_maps:\n", " points = rep.T\n", " norm_points = points / np.linalg.norm(points, axis=1)[:, None]\n", " dual_representations.append(norm_points)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing spatial auto-correlation...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 4096/4096 [00:26<00:00, 155.65it/s]\n" ] } ], "source": [ "starts = [0.2] * 10\n", "ends = np.linspace(0.4, 1.0, num=10)\n", "box_width = 2.2\n", "box_height = 2.2\n", "res = 20\n", "coord_range = ((-box_width / 2, box_width / 2), (-box_height / 2, box_height / 2))\n", "\n", "masks_parameters = zip(starts, ends.tolist())\n", "scorer = GridScorer(res, coord_range, masks_parameters)\n", "\n", "\n", "rate_maps = [rm.mean(axis=-1) for rm in dual_agent_activations]\n", "\n", "spatial_autocorrelations = get_spatial_autocorrelation(\n", " dual_file_path, rate_maps[-1], scorer\n", ")" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "dual_spatial_autocorrelation_matrix = vectorized_spatial_autocorrelation_matrix(\n", " spatial_autocorrelations\n", ")" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import DBSCAN\n", "import umap\n", "\n", "umap_reducer_2d = umap.UMAP(n_components=2, random_state=42)\n", "dual_umap_embedding = umap_reducer_2d.fit_transform(\n", " dual_spatial_autocorrelation_matrix.T\n", ")\n", "\n", "# Clustering with DBSCAN\n", "dual_umap_dbscan = DBSCAN(eps=0.5, min_samples=5).fit(dual_umap_embedding)\n", "\n", "# Plot each cluster\n", "unique_labels = np.unique(dual_umap_dbscan.labels_)\n", "colors = [plt.cm.Spectral(each) for each in np.linspace(0, 1, len(unique_labels))]\n", "\n", "for k, col in zip(unique_labels, colors):\n", " if k == -1:\n", " # Black used for noise.\n", " col = [0, 0, 0, 1]\n", "\n", " class_member_mask = dual_umap_dbscan.labels_ == k\n", "\n", " xy = dual_umap_embedding[class_member_mask]\n", " plt.plot(\n", " xy[:, 0],\n", " xy[:, 1],\n", " \"o\",\n", " markerfacecolor=tuple(col),\n", " markeredgecolor=\"none\",\n", " markersize=5,\n", " label=f\"Cluster {k}\",\n", " ) # Removed black edge\n", "\n", "plt.xlabel(\"UMAP 1\")\n", "plt.ylabel(\"UMAP 2\")\n", "plt.title(\"UMAP embedding of spatial autocorrelation, Dual Agent\")\n", "plt.legend(\n", " title=\"Cluster IDs\", loc=\"center left\", bbox_to_anchor=(1, 0.5)\n", ") # Moved legend to the right\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 4096)\n" ] } ], "source": [ "umap_clusters = umap_dbscan.fit_predict(dual_umap_embedding)\n", "\n", "\n", "def get_data_from_cluster(data, cluster_id):\n", " return data[umap_clusters == cluster_id]\n", "\n", "\n", "clusters = []\n", "\n", "for i in np.unique(umap_clusters):\n", " cluster = get_data_from_cluster(dual_agent_rate_maps[-1], i)\n", " clusters.append(cluster)\n", "\n", "cluster_id = 0\n", "neural_points = clusters[cluster_id].reshape(len(clusters[cluster_id]), -1).T\n", "print(neural_points.shape)" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "epochs = list(range(0, 45, 5))\n", "\n", "scores_dir = os.path.join(dual_file_path, \"scores\")\n", "\n", "grid_scores_all_epochs = []\n", "band_scores_all_epochs = []\n", "border_scores_all_epochs = []\n", "for epoch in epochs:\n", " grid_scores_all_epochs.append(\n", " np.load(os.path.join(scores_dir, f\"score_60_dual_agent_epoch_{epoch}.npy\"))\n", " )\n", " band_scores_all_epochs.append(\n", " np.load(os.path.join(scores_dir, f\"band_scores_dual_agent_epoch_{epoch}.npy\"))\n", " )\n", " border_scores_all_epochs.append(\n", " np.load(os.path.join(scores_dir, f\"border_scores_dual_agent_epoch_{epoch}.npy\"))\n", " )" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Plot for Grid Scores\n", "sc1 = axs[0].scatter(\n", " dual_umap_embedding[:, 0],\n", " dual_umap_embedding[:, 1],\n", " c=grid_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "\n", "axs[0].set_xlabel(\"UMAP 1\")\n", "axs[0].set_ylabel(\"UMAP 2\")\n", "axs[0].set_title(\"UMAP of Spatial Autocorrelations; Color by Grid Score\")\n", "fig.colorbar(sc1, ax=axs[0], orientation=\"vertical\", label=\"Grid Score\")\n", "\n", "# Plot for Band Scores\n", "sc2 = axs[1].scatter(\n", " dual_umap_embedding[:, 0],\n", " dual_umap_embedding[:, 1],\n", " c=band_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[1].set_xlabel(\"UMAP 1\")\n", "axs[1].set_ylabel(\"UMAP 2\")\n", "axs[1].set_title(\"UMAP of Spatial Autocorrelations; Color by Band Score\")\n", "fig.colorbar(sc2, ax=axs[1], orientation=\"vertical\", label=\"Band Score\")\n", "\n", "# Plot for Border Scores\n", "sc3 = axs[2].scatter(\n", " dual_umap_embedding[:, 0],\n", " dual_umap_embedding[:, 1],\n", " c=border_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[2].set_xlabel(\"UMAP 1\")\n", "axs[2].set_ylabel(\"UMAP 2\")\n", "axs[2].set_title(\"UMAP of Spatial Autocorrelations; Color by Border Score\")\n", "fig.colorbar(sc3, ax=axs[2], orientation=\"vertical\", label=\"Border Score\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 2)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from neurometry.dimension.dimension import (\n", " evaluate_PCA_with_different_K,\n", " evaluate_pls_with_different_K,\n", ")\n", "\n", "box_width = 2.2\n", "res = 20\n", "bin_edges = np.linspace(-box_width / 2, box_width / 2, res + 1)\n", "bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2\n", "x_centers, y_centers = np.meshgrid(bin_centers, bin_centers[::-1])\n", "positions_array = np.stack([x_centers, y_centers], axis=-1)\n", "# Flatten the coordinate array to shape (400, 2)\n", "positions = positions_array.reshape(-1, 2)\n", "print(positions.shape)\n", "X = neural_points\n", "Y = positions\n", "K_values = [i for i in range(1, 10)] + [i for i in range(10, 110, 10)]\n", "pca_r2_scores, pca_transformed_X = evaluate_PCA_with_different_K(X, Y, K_values)\n", "pls_r2_scores, pls_transformed_X = evaluate_pls_with_different_K(X, Y, K_values)\n", "plt.plot(K_values, pls_r2_scores, marker=\"o\", label=\"PLS $R^2$ Score\")\n", "plt.plot(K_values, pca_r2_scores, marker=\"o\", label=\"PCA $R^2$ Score\")\n", "plt.xlabel(\"Number of Components\")\n", "plt.ylabel(\"$R^2$ Score\")\n", "plt.title(\"PLS vs PCA for Dimensionality Reduction\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "module_diagrams = compute_diagrams_shuffle(\n", " neural_points, num_shuffles=1000, homology_dimensions=(1, 2)\n", ")\n", "\n", "plot_all_barcodes_with_null(\n", " module_diagrams,\n", " f\"Dual agent persistent homology, full dimension\",\n", ")" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "neural_points_pca = pca_transformed_X[9]\n", "\n", "module_diagrams = compute_diagrams_shuffle(\n", " neural_points_pca, num_shuffles=100, homology_dimensions=(1, 2)\n", ")\n", "\n", "plot_all_barcodes_with_null(\n", " module_diagrams,\n", " f\"Dual agent persistent homology, {neural_points_pca.shape[1]} PCs\",\n", ")" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "neural_points_pls = pls_transformed_X[9]\n", "\n", "module_diagrams_pls = compute_diagrams_shuffle(\n", " neural_points_pls, num_shuffles=100, homology_dimensions=(1, 2)\n", ")\n", "\n", "plot_all_barcodes_with_null(\n", " module_diagrams_pls,\n", " f\"Single agent persistent homology, PLS {neural_points_pls.shape[1]} components\",\n", ")" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "diags = compute_diagrams_shuffle(\n", " neural_points_pls, num_shuffles=1, homology_dimensions=(1, 2)\n", ")" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING! Poisson spikes not generated: mean must be non-negative\n", "noise level: 7.07%\n" ] } ], "source": [ "import neurometry.datasets.synthetic as synthetic\n", "\n", "num_points = dual_representations[0].shape[0]\n", "embedding_dim = dual_representations[0].shape[1]\n", "\n", "torus_task_points = synthetic.hypertorus(intrinsic_dim=2, num_points=num_points)\n", "\n", "_, torus_points = synthetic.synthetic_neural_manifold(\n", " points=torus_task_points,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_torus_points = torus_points / np.linalg.norm(torus_points, axis=1)[:, None]" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [], "source": [ "from neurometry.topology.persistent_homology import compute_persistence_diagrams\n", "\n", "diagrams = compute_persistence_diagrams(\n", " [*dual_representations, norm_torus_points],\n", " homology_dimensions=(1, 2),\n", ")\n", "\n", "representations_diagrams = diagrams[:-1]\n", "torus_diagram = diagrams[-1]\n", "\n", "\n", "from neurometry.topology.pd_distances import compare_representations_to_references\n", "\n", "distances_to_torus = compare_representations_to_references(\n", " representations_diagrams, torus_diagram, metric=\"landscape\"\n", ")" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax1 = plt.subplots()\n", "\n", "loss_aggregated = np.mean(loss.reshape(-1, 1000), axis=1)\n", "x1 = np.arange(0, 100)\n", "y1 = loss_aggregated\n", "\n", "# Plot Loss\n", "color = \"tab:blue\"\n", "ax1.set_xlabel(\"Epoch\")\n", "ax1.set_ylabel(\"Loss\", color=color)\n", "ax1.plot(x1, y1, color=color, marker=\"o\")\n", "ax1.tick_params(axis=\"y\", labelcolor=color)\n", "\n", "x2 = np.arange(0, 105, 5)\n", "y2 = distances_to_torus\n", "\n", "# Plot Topological distance to Torus\n", "ax2 = ax1.twinx()\n", "color = \"tab:red\"\n", "ax2.set_ylabel(\"Topological distance to Torus\", color=color)\n", "ax2.plot(x2, y2, color=color, marker=\"o\")\n", "ax2.tick_params(axis=\"y\", labelcolor=color)\n", "\n", "# Show the plot\n", "fig.tight_layout() # To ensure the y-labels do not overlap\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "\n", "loss_aggregated = np.mean(loss.reshape(-1, 1000), axis=1)\n", "x1 = np.arange(0, 100)\n", "y1 = decoding_error_aggregated\n", "\n", "# Plot Error\n", "color = \"tab:blue\"\n", "ax1.set_xlabel(\"Epoch\")\n", "ax1.set_ylabel(\"Decoding Error\", color=color)\n", "ax1.plot(x1, y1, color=color, marker=\"o\")\n", "ax1.tick_params(axis=\"y\", labelcolor=color)\n", "\n", "x2 = np.arange(0, 105, 5)\n", "y2 = distances_to_torus\n", "\n", "# Plot Topological distance to Torus\n", "ax2 = ax1.twinx()\n", "color = \"tab:red\"\n", "ax2.set_ylabel(\"Topological distance to Torus\", color=color)\n", "ax2.plot(x2, y2, color=color, marker=\"o\")\n", "ax2.tick_params(axis=\"y\", labelcolor=color)\n", "\n", "# Show the plot\n", "fig.tight_layout() # To ensure the y-labels do not overlap\n", "plt.grid()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "neurometry", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 2 }